Nope I don't think it's weird.

I have a long dresser with 6 drawers and I use a change pad on top of that. Each child has their own drawer with extra clothes, diapers and wipes. It's my nap room/spare bedroom so there is a bed in there. Usually I just put the change pad on the bed and change them there because each child can climb onto the bed on their own (I have back issues so always looking for ways to decrease lifting them!)

I have changed them in the kitchen though when needed.